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most citedTowards Understanding the Condensation of Neural Networks at Initial Training

8 citations · 10 across the 7 of their papers we have counts for

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math.AP2023

On Residual Minimization for PDEs: Failure of PINN, Modified Equation, and Implicit Bias

Tao Luo, Qixuan Zhou

As a popular and easy-to-implement machine learning method for solving differential equations, the physics-informed neural network (PINN) sometimes may fail and find poor solutions…